The flickering departure board glared at Amelia. "Delayed," it announced, the red letters a taunt. Her stomach clenched. She’d been looking forward to seeing her niece's first ballet recital. Now, the carefully chosen bouquet was already wilting in her carry-on, mirroring her mood.

She huffed, grabbing her oversized tote and practically throwing it onto the nearest seat. The woman next to her jumped, giving Amelia a wide-eyed look. "Sorry," Amelia mumbled, but the word lacked sincerity. A headache was already forming behind her eyes.

She pulled out her phone, immediately dialing her sister. The call went straight to voicemail. “Hey, it’s Amelia, flight’s delayed… probably won’t make it. Ugh.” She hung up without leaving a proper message. This whole day was a disaster.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion grumpy. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 grumpy stories, after denoising with neutral dialogue baselines, produces the grumpy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grumpy vector is projected through the unembedding matrix.

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184